Best Python Books for Beginners and Advanced Programmers

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Best Python Books for Beginners and Advanced Programmers

Vinay Khatri
Last updated on June 25, 2022

    Python is one of the most popular languages of 2022. Every year several organizations shift their projects to Python because of the fact that the Python code is highly readable and easy to maintain.  Also, due to the widespread popularity of Python, many beginners choose it as their first programming language. And as you are reading this blog, you are probably planning to learn Python as well, and what could be better than Python books to learn the popular programming language. However, learning a new programming language could be a daunting task if you do not have the best resources.

    One of the best ways to learn the Python programming language is to go through its official documentation. However, for a beginner to understand the concepts from the documentation could be tricky. So, the best approach would be to learn the Python programming fundamentals from a Python book. At present, there are hundreds of Python books present in the market. However, finding the right book that can help you learn Python effectively is a daunting task. To help you out, we have prepared a list of the best Python books for beginners and advanced learners. You might be learning Python from one or more online or offline resources, but having a Python book will help you develop a solid understanding of various Python concepts.

    Why Learn Python?

    When we specifically talk about machine learning , deep learning, and data science, Python is totally dominating in these fields due to its vast community, libraries, and simplicity. Although Python has applications in several other fields, including web development, automation, and game development, the fields mentioned previously are where Python outshines most other programming languages. Moreover, if you are thinking of making a career in artificial intelligence or data science , you must have knowledge of Python.

    Best Python Books

    In order to learn Python, you need to choose the best Python book according to your level. It does not matter whether you are a complete beginner or a professional Python developer , there are several books out there that can help you learn the fundamentals as well as advanced Python concepts and apply them practically. Following is a list of the best Python books that are suitable for learners of different levels:

    Name of the Book Author Level
    Head-First Python, 2nd edition Paul Barry Beginner
    Python Crash Course Eric Matthes Beginner
    Learning Python 5th Edition Mark Lutz Beginner
    Python Programming: An Introduction to Computer Science John Zelle Beginner
    Python Cookbook David Beazley and Brian K. Jones Beginner
    Invent Your Own Computer Games with Python, 4th edition Al Sweigart Beginner and Intermediate
    Python Tricks: A Buffet of Awesome Python Features Dan Bader Intermediate
    Fluent Python: Clear, Concise, and Effective Programming Luciano Ramalho Intermediate
    Python in a Nutshell 3rd Edition Alex Martelli Intermediate and Advance
    Machine Learning with Python Cookbook Chris Albon Intermediate and Advance
    Python for Data Analysis Wes McKinney Advance
    Violent Python: A Cookbook for Hackers, Forensic Analysts, Penetration Testers and Security Engineers TJ O’Connor Advance

    Best Python Books for Beginners

    1. Head-First Python, 2nd edition

    Head-First Python, 2nd edition

    Author: Paul Barry

    Head First Python, 2nd Edition is one of the best Python books for beginners. Even if you do not have experience working with Python or any other programming language, you can read this book to get started with your journey of becoming a proficient Python developer. Additionally, this Python book is trusted by individuals all around the globe because it explains all the essential Python concepts in an easy-to-understand manner. In the beginning, this book will walk you through the fundamentals of Python and working with built-in Python functions and data structures. Later, it explores advanced concepts, such as data wrangling, exception handling, and database management. Moreover, it describes comprehensions, generators, decorators, and context managers. After reading this book, you will be able to build your own web app using Python.

    About the Author: Paul Barry has more than 25 years of experience in programming. He is one of the contributing editors to the Linux Journal magazine. Also, he is a third-level educator that helps him explore, learn, and teach the latest programming languages.

    Publisher: O'Reilly
    Paperback Print Length: 624 pages

    You can buy this book from here .

    2. Python Crash Course

    Python Crash Course

    Author: Eric Matthes

    For those who already have some experience with other programming languages such as C, C++ , or Java and want to move to Python, this book is an ideal choice. It contains all the basics of Python Programming, such as lists, dictionaries, operators, loops, classes, and functions in the first half. Moreover, you will learn to write Python code and test it safely. The second half of the book walks you through three different projects:

    1. Data visualization with Python's libraries.
    2. A simple web app that you can deploy online.
    3. A Space Invaders-inspired arcade game.

    Through this book, you will learn:

    • Python libraries, such as Matplotlib, NumPy, and Pygal.
    • Developing 2D games that can respond to mouse clicks.
    • Working with data to generate appealing visualizations.
    • Creating simple web apps and deploying them safely.
    • Dealing with errors to resolve your own programming issues.

    This book also provides exercises for every concept so that you can practice what you have learned.

    About the Author: Eric Matthes is a school teacher who teaches mathematics and science. Moreover, he teaches the fundamentals of Python programming to students.

    Publisher: No Starch Press
    Paperback Print Length: 560 pages

    You can buy this book from here .

    3. Learning Python 5th Edition

    Learning Python 5th Edition

    Author: Mark Lutz

    This is another great Python book that specifically helps beginners to get familiar with Python fundamentals. It contains 41 chapters, with each chapter having a bunch of problems. You can practice these problems to test your knowledge and also improve your problem-solving skills. You will find easy-to-understand and self-paced tutorials in this book to get started with Python 2.7 and Python 3.3. Through this book, you can learn:

    • Python's built-in object types, such as numbers, lists, and dictionaries.
    • The syntax of Python is simple and easy to comprehend.
    • Python classes.
    • Using exception handling to write large Python programs.
    • Advanced Python tools, such as decorators, Unicode processing, metaclasses, and descriptors.

    By reading this book, you will be able to develop a solid understanding of all basic Python concepts, such as lists and classes. Also, you will get familiar with several popular Python libraries .

    About the Author: Mark Lutz is a trainer who teaches Python programming to beginners. Also, he is one of those people who made Python more popular. He is the author of many Python books.

    Publisher: O'Reilly Media
    Paperback Print Length: 1,648 pages

    You can buy this book from here .

    4. Invent Your Own Computer Games with Python

    Invent Your Own Computer Games with Python

    Author: Al Sweigart

    Invent Your Own Computer Games with Python is the best Python book for those who are new to Python programming. In this book, the author discusses how to build simple games. Also, he explains the logic that can help learners to understand Python programs easily. You will find the basic Python games, such as Hangman game, Tic-Tac-Toe, guess the number, and many others. Later, you will move to more advanced games, such as the animated collision-dodging game and the treasure hunting game. Through this book, you can learn how to:

    • Pick the right data structure for your project.
    • Use the Python module to use animations in your Python game.
    • Program artificial intelligence using Python.
    • Debug your program and find errors.
    • Use variables, loops, and flow control statements in your program.

    At the end of this book, you will be able to develop simple animated games with sound effects. Moreover, while learning to build games, you will also get familiar with various important Python concepts.

    About the Author: Al Sweigart is a tech book author and a software developer. He has developed a lot of open-source modules for Python, as Python is his favorite language.

    Publisher: No Starch Press
    Paperback Print Length: 376 pages

    You can buy this book from here .

    5. Python Tricks: A Buffet of Awesome Python Features

    Python Tricks: A Buffet of Awesome Python Features

    Author: Dan Bader

    This book was released in 2017. It can help you to develop your coding skills in the Python programming language by teaching you various awesome tricks. This book is highly recommended for Python developers who already have knowledge of the Python basics. As its name suggests, this Python book helps you learn all the significant features of Python. It covers some common Python topics, as follows:

    • Object-oriented programming and classes.
    • Common data structures in Python.
    • Dictionary tricks.
    • Looping and iteration.
    • Productivity techniques to improve your Python code.

    About the Author: Dan Bader is a Pythonista. He has loved programming since his childhood and is currently serving as a software developer for 15 years. Moreover, he helps Python developers to hone their Python expertise.

    Publisher: Dan Bader
    Paperback Print Length: 302 pages

    You can buy this book from here .

    6. Fluent Python (Clear, Concise, and Effective Programming)

    Fluent Python (Clear, Concise, and Effective Programming)

    Author: Luciano Ramalho

    Published in 2015, the author of this book focused on explaining the complexity of Python programming. After reading this book and practicing the exercises provided in it, you will be able to write Python code to create different programs. Moreover, the author walks you through the different features and libraries of Python. The primary aim of the author is to make you aware of Python libraries and features to write short, concise, and maintainable Python code. Furthermore, this book takes you through the basics to advanced-level concepts in Python. Also, it covers various topics, such as data model, data structure, function and objects, object-oriented programming , control flow, and metaprogramming. After reading this Python programming book, you will become proficient in Python 3.

    About the Author: Luciano Ramalho was a web developer. He worked on many large news ports in Brazil using Python. Moreover, he has taught Python web development to Brazilian banking, government, and media sectors.

    Publisher: Shroff/O'Reilly
    Paperback Print Length: 766 pages

    You can buy this book from here .

    Best Python Programming Books for Advanced Programmers

    7. Python in a Nutshell

    Python in a Nutshell- for the Advance learner

    Author: Alex Martelli, Anna Ravenscroft, Steve Holden

    This book is highly recommended for advanced Python learners. As Python is one of the most powerful programming languages out there, having just the knowledge of Python basics is not enough for building a successful career as a Python developer. Python, in a Nutshell, talks about many advanced features of Python and also explains how you can use them. After reading all the chapters of this book, you will be able to create complicated Python programs. Reading this book requires some experience with Python. It covers various advanced topics, such as web and network programming, database interactions, XML handling, and numeric computing. This book covers:

    • Python syntax, object-oriented Python, and libraries and packages in Python.
    • The fundamentals of networking, event-driven programming, and client-side network protocol modules.
    • Python extension modules.
    • Python tools for packaging and distributing extensions, modules, and applications.

    About the Author:

    Alex Martelli worked at IBM for 8 years, think3 inc. for 13 years, Google for 12 years, and consultant for AB Strakt for 4 years. Moreover, he has taught numerical computing, programming languages, and development methods at many universities. Anna Martelli Ravenscroft is a Python enthusiast. She is a fellow of PSF and the winner of the 2013 Frank Willison Memorial Award for her contribution to the Python community. Steve Holden is the CTO of a stress-management startup. He has written many Python books. Also, he taught TCP/IP, database, network security, and programming topics to students.

    Publisher: O'Reilly Media
    Paperback Print Length: 772 pages

    You can buy this book from here .

    8. Machine Learning with Python Cookbook

    Machine Learning with Python CookBook: for Advance learner

    Author: Chris Albon

    In this book on Python programming, you will find a lot of code examples that you can run on your computer in a Python interpreter . This will help you to learn how Python code works. It consists of 200 self-contained recipes, helping you solve machine learning challenges that you encounter in daily life. By reading this book, you will be able to get familiar with the practical skill sets that a Python programmer needs to learn and work with machine learning. Each code example comes with a detailed explanation to help you understand the functioning of the code effectively. If you have knowledge of Python libraries, such as Pandas and Scikit-learn, you will be able to solve various problems, such as model selection, loading data, numerical data, and many others. In this book, you will find a step-by-step guide to the following problems:

    • Vector, matrices, and arrays.
    • Dimensionality reduction using feature extraction.
    • Support Vector Machines (SVMs), naive Bayes, clustering, and neural networks.
    • Handling numerical and categorical data.
    • Model evaluation and selection.
    • Linear and logical regression, k-nearest neighbors, trees, and forests.

    About the Author: Chris Albon holds a Ph.D. in quantitative political science and is a data scientist. He has more than ten years of experience in artificial intelligence, statistical learning, and software engineering. Also, he is the founder of the artificial intelligence company, New Knowledge.

    Publisher: O'Reilly Media
    Paperback Print Length: 366 pages

    You can buy this book from here .

    9. Python for Data Analysis

    Python for Data Analysis

    Author: Wes McKinney

    Data analysis is one of the most important tasks that you can accomplish using the Python programming language. If you are seeking a career in data science, data analytics, or scientific computing with Python, then this book is for you. This book is a perfect guide for Python 3.6, which includes multiple practical case studies that teach you how to solve data analysis problems. Moreover, you will find a complete guide on manipulating, processing, cleaning, and crunching datasets in Python. In this book, you will explore:

    • IPython shell and Jupyter Notebook for exploratory data analysis.
    • Basic and advanced features of NumPy.
    • How to use tools in Pandas library for data analysis.
    • Matplotlib for creating visualizations.
    • Solve real-world data analysis problems.
    • Use tools to clean, load, transform, merge, and reshape data.

    About the Author: Wes McKinney is a software developer and entrepreneur. While his studies, he got frustrated with data analysis tools , learned Python, and started building a project that later developed into the Pandas project. Also, he was an active member of the Python community. He was also the co-founder and CEO of DataPad.

    Publisher: O'Reilly Media
    Paperback Print Length: 550 pages You can buy this book from here .

    10. Python CookBook

    Python Cookbook, Third Edition

    Author: David Beazley

    If you want to develop Python code in Python 3 or update Python 2 code, this book is just for you. This book is ideal for experienced Python programmers. You will find multiple code examples or recipes in Python that help you concentrate on state-of-the-art tools and techniques. Also, you can use these recipes directly in your project as per your needs. This book covers:

    • Data structures and algorithms.
    • Numbers, Date, and Time.
    • Strings and text.
    • Iterators and Generators.
    • Functions, classes, and objects.
    • Metaprogramming.
    • Packages and modules.
    • Network and web programming.
    • Testing, Debugging, and Exceptions.
    • Data encoding and processing.

    About the Author: David Beazley is an independent software developer. Moreover, he works on programming tools and provides custom software development and practical programming courses to software developers and engineers. He is well-known for his contribution to the Python programming language. He has also developed many open-source packages, like Swig and PLY. In addition, he has experience working with C, C++, and assembly language.

    Publisher: O'Reilly Media
    Paperback Print Length: 706 pages

    You can buy this book from here .

    Conclusion

    Despite being one of the slowest programming languages, Python is used for computational, data science, machine learning, and artificial intelligence projects . This is because of the fact that Python comes with an extensive range of libraries and frameworks . Also, learning Python can be a great decision as this programming language is used in a wide range of domains. Thus the job opportunities are massive. The Python books that we have mentioned above are the best ones available in the market right now. If you are a beginner, you can choose beginner-friendly books, like Head-First Python, Python Crash Course, and Learning Python. On the other hand, if you are already familiar with Python fundamentals, you can go for books like Fluent Python: Clear, Concise, and Effective Programming and Python in a Nutshell.

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